In this project, you will analyze demographics data for customers of a mail-order sales company in Germany, comparing it against demographics information for the general population. You'll use unsupervised learning techniques to perform customer segmentation, identifying the parts of the population that best describe the core customer base of the company. Then, you'll apply what you've learned on a third dataset with demographics information for targets of a marketing campaign for the company, and use a model to predict which individuals are most likely to convert into becoming customers for the company. The data that you will use has been provided by our partners at Bertelsmann Arvato Analytics, and represents a real-life data science task.
The versions of those two datasets used in this project will include many more features and has not been pre-cleaned. You are also free to choose whatever approach you'd like to analyzing the data rather than follow pre-determined steps. In your work on this project, make sure that you carefully document your steps and decisions, since your main deliverable for this project will be a blog post reporting your findings.
# import libraries here; add more as necessary
import numpy as np
import pandas as pd
import ast
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.impute import SimpleImputer
from sklearn.preprocessing import StandardScaler
from sklearn.compose import ColumnTransformer
from sklearn.pipeline import Pipeline
from sklearn.impute import SimpleImputer
from sklearn.preprocessing import OneHotEncoder, StandardScaler
from sklearn.model_selection import GridSearchCV, StratifiedKFold
from sklearn.metrics import roc_auc_score
from sklearn.linear_model import LogisticRegression
from sklearn.ensemble import RandomForestClassifier
from imblearn.over_sampling import SMOTE
from imblearn.pipeline import Pipeline as ImbPipeline
from sklearn.decomposition import PCA
from sklearn.cluster import KMeans
from sklearn.metrics import silhouette_score
from sklearn.pipeline import Pipeline
from sklearn.utils import shuffle
from joblib import parallel_backend
from sklearn.metrics import classification_report, accuracy_score, roc_auc_score, confusion_matrix
# magic word for producing visualizations in notebook
%matplotlib inline
There are four data files associated with this project:
Udacity_AZDIAS_052018.csv: Demographics data for the general population of Germany; 891 211 persons (rows) x 366 features (columns).Udacity_CUSTOMERS_052018.csv: Demographics data for customers of a mail-order company; 191 652 persons (rows) x 369 features (columns).Udacity_MAILOUT_052018_TRAIN.csv: Demographics data for individuals who were targets of a marketing campaign; 42 982 persons (rows) x 367 (columns).Udacity_MAILOUT_052018_TEST.csv: Demographics data for individuals who were targets of a marketing campaign; 42 833 persons (rows) x 366 (columns).Each row of the demographics files represents a single person, but also includes information outside of individuals, including information about their household, building, and neighborhood. Use the information from the first two files to figure out how customers ("CUSTOMERS") are similar to or differ from the general population at large ("AZDIAS"), then use your analysis to make predictions on the other two files ("MAILOUT"), predicting which recipients are most likely to become a customer for the mail-order company.
The "CUSTOMERS" file contains three extra columns ('CUSTOMER_GROUP', 'ONLINE_PURCHASE', and 'PRODUCT_GROUP'), which provide broad information about the customers depicted in the file. The original "MAILOUT" file included one additional column, "RESPONSE", which indicated whether or not each recipient became a customer of the company. For the "TRAIN" subset, this column has been retained, but in the "TEST" subset it has been removed; it is against that withheld column that your final predictions will be assessed in the Kaggle competition.
Otherwise, all of the remaining columns are the same between the three data files. For more information about the columns depicted in the files, you can refer to two Excel spreadsheets provided in the workspace. One of them is a top-level list of attributes and descriptions, organized by informational category. The other is a detailed mapping of data values for each feature in alphabetical order.
In the below cell, we've provided some initial code to load in the first two datasets. Note for all of the .csv data files in this project that they're semicolon (;) delimited, so an additional argument in the read_csv() call has been included to read in the data properly. Also, considering the size of the datasets, it may take some time for them to load completely.
You'll notice when the data is loaded in that a warning message will immediately pop up. Before you really start digging into the modeling and analysis, you're going to need to perform some cleaning. Take some time to browse the structure of the data and look over the informational spreadsheets to understand the data values. Make some decisions on which features to keep, which features to drop, and if any revisions need to be made on data formats. It'll be a good idea to create a function with pre-processing steps, since you'll need to clean all of the datasets before you work with them.
# load in the data
azdias = pd.read_csv('Udacity_AZDIAS_052018.csv', sep=';')
customers = pd.read_csv('Udacity_CUSTOMERS_052018.csv', sep=';')
C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\2693282953.py:2: DtypeWarning: Columns (18,19) have mixed types. Specify dtype option on import or set low_memory=False.
azdias = pd.read_csv('Udacity_AZDIAS_052018.csv', sep=';')
C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\2693282953.py:3: DtypeWarning: Columns (18,19) have mixed types. Specify dtype option on import or set low_memory=False.
customers = pd.read_csv('Udacity_CUSTOMERS_052018.csv', sep=';')
# Be sure to add in a lot more cells (both markdown and code) to document your
# approach and findings!
# Look at shape of General Population df
print('General population dataframe has {} observations and {} variables.'.format(azdias.shape[0], azdias.shape[1]))
General population dataframe has 891221 observations and 366 variables.
# Look at shape of Customers df
print('Customer dataframe has {} observations and {} variables.'.format(customers.shape[0], customers.shape[1]))
Customer dataframe has 191652 observations and 369 variables.
azdias.describe()
| LNR | AGER_TYP | AKT_DAT_KL | ALTER_HH | ALTER_KIND1 | ALTER_KIND2 | ALTER_KIND3 | ALTER_KIND4 | ALTERSKATEGORIE_FEIN | ANZ_HAUSHALTE_AKTIV | ... | VHN | VK_DHT4A | VK_DISTANZ | VK_ZG11 | W_KEIT_KIND_HH | WOHNDAUER_2008 | WOHNLAGE | ZABEOTYP | ANREDE_KZ | ALTERSKATEGORIE_GROB | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 8.912210e+05 | 891221.000000 | 817722.000000 | 817722.000000 | 81058.000000 | 29499.000000 | 6170.000000 | 1205.000000 | 628274.000000 | 798073.000000 | ... | 770025.000000 | 815304.000000 | 815304.000000 | 815304.000000 | 783619.000000 | 817722.000000 | 798073.000000 | 891221.000000 | 891221.000000 | 891221.000000 |
| mean | 6.372630e+05 | -0.358435 | 4.421928 | 10.864126 | 11.745392 | 13.402658 | 14.476013 | 15.089627 | 13.700717 | 8.287263 | ... | 2.417322 | 6.001214 | 7.532130 | 5.945972 | 3.933406 | 7.908791 | 4.052836 | 3.362438 | 1.522098 | 2.777398 |
| std | 2.572735e+05 | 1.198724 | 3.638805 | 7.639683 | 4.097660 | 3.243300 | 2.712427 | 2.452932 | 5.079849 | 15.628087 | ... | 1.166572 | 2.856091 | 3.247789 | 2.771464 | 1.964701 | 1.923137 | 1.949539 | 1.352704 | 0.499512 | 1.068775 |
| min | 1.916530e+05 | -1.000000 | 1.000000 | 0.000000 | 2.000000 | 2.000000 | 4.000000 | 7.000000 | 0.000000 | 0.000000 | ... | 0.000000 | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 1.000000 | 0.000000 | 1.000000 | 1.000000 | 1.000000 |
| 25% | 4.144580e+05 | -1.000000 | 1.000000 | 0.000000 | 8.000000 | 11.000000 | 13.000000 | 14.000000 | 11.000000 | 1.000000 | ... | 2.000000 | 3.000000 | 5.000000 | 4.000000 | 2.000000 | 8.000000 | 3.000000 | 3.000000 | 1.000000 | 2.000000 |
| 50% | 6.372630e+05 | -1.000000 | 3.000000 | 13.000000 | 12.000000 | 14.000000 | 15.000000 | 15.000000 | 14.000000 | 4.000000 | ... | 2.000000 | 6.000000 | 8.000000 | 6.000000 | 4.000000 | 9.000000 | 3.000000 | 3.000000 | 2.000000 | 3.000000 |
| 75% | 8.600680e+05 | -1.000000 | 9.000000 | 17.000000 | 15.000000 | 16.000000 | 17.000000 | 17.000000 | 17.000000 | 9.000000 | ... | 3.000000 | 9.000000 | 10.000000 | 8.000000 | 6.000000 | 9.000000 | 5.000000 | 4.000000 | 2.000000 | 4.000000 |
| max | 1.082873e+06 | 3.000000 | 9.000000 | 21.000000 | 18.000000 | 18.000000 | 18.000000 | 18.000000 | 25.000000 | 595.000000 | ... | 4.000000 | 11.000000 | 13.000000 | 11.000000 | 6.000000 | 9.000000 | 8.000000 | 6.000000 | 2.000000 | 9.000000 |
8 rows × 360 columns
customers.describe()
| LNR | AGER_TYP | AKT_DAT_KL | ALTER_HH | ALTER_KIND1 | ALTER_KIND2 | ALTER_KIND3 | ALTER_KIND4 | ALTERSKATEGORIE_FEIN | ANZ_HAUSHALTE_AKTIV | ... | VK_DHT4A | VK_DISTANZ | VK_ZG11 | W_KEIT_KIND_HH | WOHNDAUER_2008 | WOHNLAGE | ZABEOTYP | ONLINE_PURCHASE | ANREDE_KZ | ALTERSKATEGORIE_GROB | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 191652.000000 | 191652.000000 | 145056.000000 | 145056.000000 | 11766.000000 | 5100.000000 | 1275.000000 | 236.000000 | 139810.000000 | 141725.000000 | ... | 143781.000000 | 143781.000000 | 143781.000000 | 137910.000000 | 145056.000000 | 141725.000000 | 191652.000000 | 191652.000000 | 191652.000000 | 191652.000000 |
| mean | 95826.500000 | 0.344359 | 1.747525 | 11.352009 | 12.337243 | 13.672353 | 14.647059 | 15.377119 | 10.331579 | 4.965863 | ... | 4.374417 | 4.564769 | 3.168868 | 4.152716 | 8.646371 | 3.723133 | 2.576806 | 0.090247 | 1.376432 | 3.060907 |
| std | 55325.311233 | 1.391672 | 1.966334 | 6.275026 | 4.006050 | 3.243335 | 2.753787 | 2.307653 | 4.134828 | 14.309694 | ... | 2.924355 | 2.887035 | 2.233516 | 1.974375 | 1.154001 | 2.095540 | 1.168486 | 0.286536 | 0.484492 | 1.086254 |
| min | 1.000000 | -1.000000 | 1.000000 | 0.000000 | 2.000000 | 2.000000 | 5.000000 | 8.000000 | 0.000000 | 0.000000 | ... | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 1.000000 | 0.000000 | 1.000000 | 0.000000 | 1.000000 | 1.000000 |
| 25% | 47913.750000 | -1.000000 | 1.000000 | 8.000000 | 9.000000 | 11.000000 | 13.000000 | 14.000000 | 9.000000 | 1.000000 | ... | 2.000000 | 2.000000 | 1.000000 | 2.000000 | 9.000000 | 2.000000 | 1.000000 | 0.000000 | 1.000000 | 3.000000 |
| 50% | 95826.500000 | 0.000000 | 1.000000 | 11.000000 | 13.000000 | 14.000000 | 15.000000 | 16.000000 | 10.000000 | 1.000000 | ... | 4.000000 | 4.000000 | 3.000000 | 5.000000 | 9.000000 | 3.000000 | 3.000000 | 0.000000 | 1.000000 | 3.000000 |
| 75% | 143739.250000 | 2.000000 | 1.000000 | 16.000000 | 16.000000 | 16.000000 | 17.000000 | 17.000000 | 13.000000 | 4.000000 | ... | 7.000000 | 7.000000 | 4.000000 | 6.000000 | 9.000000 | 5.000000 | 3.000000 | 0.000000 | 2.000000 | 4.000000 |
| max | 191652.000000 | 3.000000 | 9.000000 | 21.000000 | 18.000000 | 18.000000 | 18.000000 | 18.000000 | 25.000000 | 523.000000 | ... | 11.000000 | 13.000000 | 11.000000 | 6.000000 | 9.000000 | 8.000000 | 6.000000 | 1.000000 | 2.000000 | 9.000000 |
8 rows × 361 columns
set(customers.columns).difference(set(azdias.columns))
{'CUSTOMER_GROUP', 'ONLINE_PURCHASE', 'PRODUCT_GROUP'}
# Remove extra columns from customers dataset
extra_columns = list(set(customers.columns).difference(set(azdias.columns)))
customers.drop(extra_columns, axis=1, inplace=True)
attributes = pd.read_csv('attributes.csv', sep=';', names = ['Attribute','Type','Unknown_Values'])
attributes.head()
| Attribute | Type | Unknown_Values | |
|---|---|---|---|
| 0 | AGER_TYP | categorical | [-1,0] |
| 1 | ALTERSKATEGORIE_FEIN | ordinal | [-1,0.9] |
| 2 | ALTERSKATEGORIE_GROB | ordinal | [-1,0,9] |
| 3 | ALTER_HH | ordinal | [0] |
| 4 | ANREDE_KZ | categorical | [-1,0] |
unknowns = pd.Series(attributes['Unknown_Values'].values, index=attributes['Attribute'])
azdias_columns_not_described = list(set(azdias) - set(attributes['Attribute'].tolist()))
azdias_columns_not_described
['EXTSEL992', 'D19_LETZTER_KAUF_BRANCHE', 'VK_DISTANZ', 'RT_SCHNAEPPCHEN', 'UMFELD_JUNG', 'KOMBIALTER', 'VK_ZG11', 'VHN', 'CJT_TYP_1', 'STRUKTURTYP', 'CJT_TYP_6', 'EINGEFUEGT_AM', 'UMFELD_ALT', 'ALTER_KIND2', 'AKT_DAT_KL', 'CJT_KATALOGNUTZER', 'LNR', 'GEMEINDETYP', 'ALTER_KIND4', 'CJT_TYP_3', 'CJT_TYP_2', 'VERDICHTUNGSRAUM', 'CJT_TYP_4', 'ALTER_KIND1', 'D19_KONSUMTYP_MAX', 'RT_UEBERGROESSE', 'VHA', 'ALTER_KIND3', 'RT_KEIN_ANREIZ', 'FIRMENDICHTE', 'VK_DHT4A', 'CJT_TYP_5']
azdias = azdias.drop(labels=azdias_columns_not_described, axis=1)
customers = customers.drop(labels=azdias_columns_not_described, axis=1)
def preprocess_data(df, unknowns):
"""
Preprocesses the input DataFrame by replacing the unknown values with NaNs and
converting integer columns to float data type, excluding the 'RESPONSE' column.
Parameters
----------
df : pandas.DataFrame
The input DataFrame to preprocess.
unknowns : pandas.Series
A Series containing the unknown values for each column in the DataFrame.
The index of the Series should be the column names.
Returns
-------
df : pandas.DataFrame
The preprocessed DataFrame with unknown values replaced by NaNs and integer
columns converted to float data type.
"""
for column in df.columns:
if column != 'RESPONSE':
if df[column].dtype == np.int64:
df[column] = df[column].astype(np.float64)
isin = ast.literal_eval(unknowns[column])
df[column] = df[column].mask(df[column].isin(isin), other=np.nan)
return df
azdias = preprocess_data(azdias, unknowns)
customers = preprocess_data(customers, unknowns)
def feature_engineer(df):
"""
Performs feature engineering on the input DataFrame by creating new and more
informative features from existing ones.
- CAMEO_INTL_2015 splits into CAMEO_INTL_FAM_STATUS and CAMEO_INTL_FAM_COMPOSITION.
- PRAEGENDE_JUGENDJAHRE splits into YOUTH_DECADE and AVANT_GARDE.
- Simplifies ALTER_HH to represent decades.
Parameters
----------
df : pandas.DataFrame
The input DataFrame to be transformed.
Returns
-------
df : pandas.DataFrame
The transformed DataFrame with new and updated features.
"""
# Creating CAMEO_INTL_FAM_STATUS feature (first digit of CAMEO_INTL_2015)
df['CAMEO_INTL_FAM_STATUS'] = df['CAMEO_INTL_2015'].apply(lambda x: int(str(x)[0]) if not pd.isnull(x) else np.nan)
# Creating CAMEO_INTL_FAM_COMPOSITION feature (second digit of CAMEO_INTL_2015)
df['CAMEO_INTL_FAM_COMPOSITION'] = df['CAMEO_INTL_2015'].apply(lambda x: int(str(x)[1]) if not pd.isnull(x) else np.nan)
# Creating YOUTH_DECADE feature based on PRAEGENDE_JUGENDJAHRE
youth_decade_mapping = {1: 4, 2: 4, 3: 5, 4: 5, 5: 6, 6: 6, 7: 6, 8: 7, 9: 7, 10: 8, 11: 8, 12: 8, 13: 8, 14: 9, 15: 9}
df['YOUTH_DECADE'] = df['PRAEGENDE_JUGENDJAHRE'].map(youth_decade_mapping)
# Creating AVANT_GARDE feature based on PRAEGENDE_JUGENDJAHRE
avant_garde_mapping = {1: 0, 2: 1, 3: 0, 4: 1, 5: 0, 6: 1, 7: 1, 8: 0, 9: 1, 10: 0, 11: 1, 12: 0, 13: 1, 14: 0, 15: 1}
df['AVANT_GARDE'] = df['PRAEGENDE_JUGENDJAHRE'].map(avant_garde_mapping)
# Deleting original columns
df.drop(columns=['CAMEO_INTL_2015', 'PRAEGENDE_JUGENDJAHRE'], inplace=True)
# Simplifying ALTER_HH to represent decades
alter_hh_mapping = {1: 1, 2: 1, 3: 1, 4: 2, 5: 2, 6: 3, 7: 3, 8: 4, 9: 4, 10: 5, 11: 5, 12: 6, 13: 6, 14: 7, 15: 7, 16: 8, 17: 8, 18: 9, 19: 9}
df['ALTER_HH'] = df['ALTER_HH'].map(alter_hh_mapping)
return df
azdias = feature_engineer(azdias)
customers = feature_engineer(customers)
C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:21: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['CAMEO_INTL_FAM_STATUS'] = df['CAMEO_INTL_2015'].apply(lambda x: int(str(x)[0]) if not pd.isnull(x) else np.nan) C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:24: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['CAMEO_INTL_FAM_COMPOSITION'] = df['CAMEO_INTL_2015'].apply(lambda x: int(str(x)[1]) if not pd.isnull(x) else np.nan) C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:28: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['YOUTH_DECADE'] = df['PRAEGENDE_JUGENDJAHRE'].map(youth_decade_mapping) C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:32: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['AVANT_GARDE'] = df['PRAEGENDE_JUGENDJAHRE'].map(avant_garde_mapping) C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:21: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['CAMEO_INTL_FAM_STATUS'] = df['CAMEO_INTL_2015'].apply(lambda x: int(str(x)[0]) if not pd.isnull(x) else np.nan) C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:24: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['CAMEO_INTL_FAM_COMPOSITION'] = df['CAMEO_INTL_2015'].apply(lambda x: int(str(x)[1]) if not pd.isnull(x) else np.nan) C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:28: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['YOUTH_DECADE'] = df['PRAEGENDE_JUGENDJAHRE'].map(youth_decade_mapping) C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:32: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['AVANT_GARDE'] = df['PRAEGENDE_JUGENDJAHRE'].map(avant_garde_mapping)
def null_percentages_distribution(df):
"""
Calculates the percentage of missing values (null values) in each column of the input DataFrame.
Parameters
----------
df : pandas.DataFrame
The input DataFrame for which the percentage of missing values in each column will be calculated.
Returns
-------
null_percentages : dict
A dictionary with column names as keys and the percentage of missing values in the corresponding column as values.
"""
null_percentages = {}
for column in df.columns:
null_count = df[column].isna().sum()
null_percentage = (null_count / len(df)) * 100
null_percentages[column] = null_percentage
return null_percentages
null_distribution = null_percentages_distribution(customers)
# Plot the distribution
columns = list(null_distribution.keys())
percentages = list(null_distribution.values())
plt.hist(percentages, bins = 20)
plt.xlabel('Columns')
plt.ylabel('Null Percentage (%)')
plt.title('Null Percentages Distribution for Each Column')
plt.show()
#look at nulls
def find_columns_with_nulls(df, threshold):
columns_with_high_nulls = []
for column in df.columns:
null_count = df[column].isna().sum()
null_percentage = (null_count / len(df)) * 100
if null_percentage > threshold:
columns_with_high_nulls.append((column, null_percentage))
return columns_with_high_nulls
null_result_customers = find_columns_with_nulls(customers, 30)
for column, percentage in null_result_customers:
print(f"{column}: {percentage}%")
AGER_TYP: 50.47586250078267% ALTER_HH: 43.72717216621794% D19_BANKEN_ANZ_12: 93.99849727631332% D19_BANKEN_ANZ_24: 90.63354413207271% D19_BANKEN_DATUM: 79.70801243921274% D19_BANKEN_DIREKT: 86.99413520338948% D19_BANKEN_GROSS: 91.34472898795734% D19_BANKEN_LOKAL: 97.75374115584496% D19_BANKEN_OFFLINE_DATUM: 96.11274601882579% D19_BANKEN_ONLINE_DATUM: 87.44234341410473% D19_BANKEN_ONLINE_QUOTE_12: 96.45503308079228% D19_BANKEN_REST: 91.95990649719283% D19_BEKLEIDUNG_GEH: 80.48024544486883% D19_BEKLEIDUNG_REST: 71.92619957005407% D19_BILDUNG: 81.2655229269718% D19_BIO_OEKO: 91.07236031974621% D19_BUCH_CD: 53.710370880554336% D19_DIGIT_SERV: 95.76680650345418% D19_DROGERIEARTIKEL: 83.92137833155928% D19_ENERGIE: 90.22394757164027% D19_FREIZEIT: 86.80472940538058% D19_GARTEN: 93.9040552668378% D19_GESAMT_ANZ_12: 58.43873270302423% D19_GESAMT_ANZ_24: 47.858618746477994% D19_GESAMT_DATUM: 31.58641704756538% D19_GESAMT_OFFLINE_DATUM: 46.592782752071464% D19_GESAMT_ONLINE_DATUM: 46.876630559555856% D19_GESAMT_ONLINE_QUOTE_12: 70.21893849268466% D19_HANDWERK: 74.8946006303091% D19_HAUS_DEKO: 69.297998455534% D19_KINDERARTIKEL: 80.17187402166427% D19_KOSMETIK: 72.7187819589673% D19_LEBENSMITTEL: 89.20908730407197% D19_LOTTO: 70.95047273182644% D19_NAHRUNGSERGAENZUNG: 90.83860330181788% D19_RATGEBER: 84.14730866361948% D19_REISEN: 70.34886147809571% D19_SAMMELARTIKEL: 75.71692442552126% D19_SCHUHE: 85.42566735541503% D19_SONSTIGE: 39.95418779871851% D19_SOZIALES: 36.75776929017177% D19_TECHNIK: 61.26520985953707% D19_TELKO_ANZ_12: 96.25101746916286% D19_TELKO_ANZ_24: 93.09112349466741% D19_TELKO_DATUM: 77.7007284035648% D19_TELKO_MOBILE: 83.24671800972597% D19_TELKO_OFFLINE_DATUM: 91.66353599231941% D19_TELKO_ONLINE_DATUM: 98.88547993237744% D19_TELKO_ONLINE_QUOTE_12: 99.89668774654061% D19_TELKO_REST: 87.99803811074239% D19_TIERARTIKEL: 95.89672948886523% D19_VERSAND_ANZ_12: 63.81670945254941% D19_VERSAND_ANZ_24: 53.47400496733663% D19_VERSAND_DATUM: 38.16396385114687% D19_VERSAND_OFFLINE_DATUM: 52.20973431010373% D19_VERSAND_ONLINE_DATUM: 50.92928850207669% D19_VERSAND_ONLINE_QUOTE_12: 73.12994385657338% D19_VERSAND_REST: 84.1102623505103% D19_VERSI_ANZ_12: 92.47803310166344% D19_VERSI_ANZ_24: 88.09300189927576% D19_VERSI_DATUM: 76.57525097572685% D19_VERSI_OFFLINE_DATUM: 97.0133366727193% D19_VERSI_ONLINE_DATUM: 99.40360653684803% D19_VERSI_ONLINE_QUOTE_12: 99.86538100306807% D19_VERSICHERUNGEN: 75.51186525577609% D19_VOLLSORTIMENT: 56.48727902656899% D19_WEIN_FEINKOST: 86.84021038131614% GEBURTSJAHR: 48.537975079832194% KBA05_BAUMAX: 57.15306910441843% KK_KUNDENTYP: 58.40638240143594% KKK: 31.34013733224803% REGIOTYP: 31.34013733224803% TITEL_KZ: 98.7936468181913%
null_result_azdias = find_columns_with_nulls(azdias, 30)
for column, percentage in null_result_azdias:
print(f"{column}: {percentage}%")
AGER_TYP: 76.95543529607134% ALTER_HH: 44.046089578230315% D19_BANKEN_ANZ_12: 93.32522460758892% D19_BANKEN_ANZ_24: 89.10247850981968% D19_BANKEN_DATUM: 76.11254671961277% D19_BANKEN_DIREKT: 81.77668614182116% D19_BANKEN_GROSS: 88.1207915881695% D19_BANKEN_LOKAL: 98.15130029476416% D19_BANKEN_OFFLINE_DATUM: 97.79112027207617% D19_BANKEN_ONLINE_DATUM: 81.5714620728192% D19_BANKEN_ONLINE_QUOTE_12: 94.92449123169226% D19_BANKEN_REST: 92.20608580812166% D19_BEKLEIDUNG_GEH: 90.80845267335486% D19_BEKLEIDUNG_REST: 77.70261248332343% D19_BILDUNG: 91.24066870058044% D19_BIO_OEKO: 95.83189803651395% D19_BUCH_CD: 69.88031027096534% D19_DIGIT_SERV: 96.23437957588521% D19_DROGERIEARTIKEL: 85.39004354699901% D19_ENERGIE: 93.11461466908881% D19_FREIZEIT: 88.72636528986637% D19_GARTEN: 95.55721869210892% D19_GESAMT_ANZ_12: 65.61750676880371% D19_GESAMT_ANZ_24: 56.69783364619999% D19_GESAMT_DATUM: 39.739862503239934% D19_GESAMT_OFFLINE_DATUM: 62.673343648769496% D19_GESAMT_ONLINE_DATUM: 50.60417113151507% D19_GESAMT_ONLINE_QUOTE_12: 72.95474410948574% D19_HANDWERK: 86.21666230934864% D19_HAUS_DEKO: 80.01382373171188% D19_KINDERARTIKEL: 84.08296034316966% D19_KOSMETIK: 83.68698672944197% D19_LEBENSMITTEL: 94.01865530547417% D19_LOTTO: 83.9248626322764% D19_NAHRUNGSERGAENZUNG: 95.61893178010841% D19_RATGEBER: 90.33348630698784% D19_REISEN: 82.68701029262103% D19_SAMMELARTIKEL: 89.99844034195783% D19_SCHUHE: 86.73763297767894% D19_SONSTIGE: 56.77076729565393% D19_SOZIALES: 85.60626376622633% D19_TECHNIK: 70.70086993012956% D19_TELKO_ANZ_12: 96.27129522307037% D19_TELKO_ANZ_24: 92.70517638161579% D19_TELKO_DATUM: 74.70627375252603% D19_TELKO_MOBILE: 81.55148947343027% D19_TELKO_OFFLINE_DATUM: 91.90918975203681% D19_TELKO_ONLINE_DATUM: 99.07957734389113% D19_TELKO_ONLINE_QUOTE_12: 99.91158197573891% D19_TELKO_REST: 85.94647118952538% D19_TIERARTIKEL: 95.62386882714837% D19_VERSAND_ANZ_12: 71.58404032220965% D19_VERSAND_ANZ_24: 63.263545181273784% D19_VERSAND_DATUM: 49.1332677304507% D19_VERSAND_OFFLINE_DATUM: 71.1645035294276% D19_VERSAND_ONLINE_DATUM: 55.48163699015171% D19_VERSAND_ONLINE_QUOTE_12: 75.68044289800173% D19_VERSAND_REST: 82.40851595732147% D19_VERSI_ANZ_12: 92.15323696367119% D19_VERSI_ANZ_24: 87.18791410884617% D19_VERSI_DATUM: 74.10933988314908% D19_VERSI_OFFLINE_DATUM: 96.29620486949926% D19_VERSI_ONLINE_DATUM: 99.17023948044313% D19_VERSI_ONLINE_QUOTE_12: 99.81530955845969% D19_VERSICHERUNGEN: 73.45697644018712% D19_VOLLSORTIMENT: 67.32359313795344% D19_WEIN_FEINKOST: 93.81982695650125% GEBURTSJAHR: 44.02028228688507% KBA05_BAUMAX: 53.468668265222654% KK_KUNDENTYP: 65.59674873011295% TITEL_KZ: 99.75763587258379%
columns_to_drop = [x[0] for x in null_result_customers]
customers = customers.drop(columns_to_drop, axis = 1)
azdias = azdias.drop(columns_to_drop, axis = 1)
def find_rows_with_nulls(df, threshold):
"""
Identifies rows in the input DataFrame with a percentage of missing values (null values) above the specified threshold.
Parameters
----------
df : pandas.DataFrame
The input DataFrame for which rows with a high percentage of missing values will be identified.
threshold : float
The percentage threshold for identifying rows with a high percentage of missing values.
Returns
-------
rows_with_high_nulls : list of tuples
A list of tuples, where each tuple contains the index of a row with a high percentage of missing values and
the corresponding percentage of missing values.
"""
rows_with_high_nulls = []
for index, row in df.iterrows():
null_count = row.isna().sum()
null_percentage = (null_count / len(row)) * 100
if null_percentage > threshold:
rows_with_high_nulls.append((index, null_percentage))
return rows_with_high_nulls
threshold = 50 # Set the threshold percentage
result_azdias = find_rows_with_nulls(azdias, threshold)
print("Rows with null percentage above the threshold:")
for row_index, percentage in result_azdias:
print(f"Row {row_index}: {percentage}%")
Rows with null percentage above the threshold: Row 0: 86.31178707224335% Row 11: 87.83269961977186% Row 14: 87.83269961977186% Row 17: 87.83269961977186% Row 24: 87.83269961977186% Row 26: 72.6235741444867% Row 30: 80.98859315589354% Row 35: 86.31178707224335% Row 46: 83.26996197718631% Row 48: 87.83269961977186% Row 53: 86.31178707224335% Row 54: 87.83269961977186% Row 61: 86.31178707224335% Row 62: 86.31178707224335% Row 69: 87.83269961977186% Row 73: 68.8212927756654% Row 75: 87.83269961977186% Row 76: 86.31178707224335% Row 81: 87.07224334600761% Row 83: 86.31178707224335% Row 90: 80.98859315589354% Row 97: 87.83269961977186% Row 99: 87.83269961977186% Row 103: 87.83269961977186% Row 106: 86.31178707224335% Row 108: 87.83269961977186% Row 109: 86.31178707224335% Row 112: 87.83269961977186% Row 133: 87.83269961977186% Row 137: 87.83269961977186% Row 138: 76.80608365019012% Row 142: 72.24334600760456% Row 143: 72.6235741444867% Row 144: 87.83269961977186% Row 153: 86.31178707224335% Row 154: 87.83269961977186% Row 158: 72.6235741444867% Row 163: 87.83269961977186% Row 165: 80.6083650190114% Row 168: 87.83269961977186% Row 173: 73.00380228136882% Row 175: 87.83269961977186% Row 176: 72.24334600760456% Row 178: 72.24334600760456% Row 179: 86.31178707224335% Row 199: 80.98859315589354% Row 205: 86.31178707224335% Row 209: 87.83269961977186% Row 210: 87.83269961977186% Row 227: 87.83269961977186% Row 228: 87.83269961977186% Row 229: 80.22813688212928% Row 230: 87.83269961977186% Row 233: 86.31178707224335% Row 236: 87.83269961977186% Row 237: 86.31178707224335% Row 239: 87.83269961977186% Row 244: 86.31178707224335% Row 248: 87.83269961977186% Row 250: 87.83269961977186% Row 286: 80.22813688212928% Row 288: 80.6083650190114% Row 324: 80.22813688212928% Row 336: 87.83269961977186% Row 339: 87.83269961977186% Row 340: 68.8212927756654% Row 342: 86.31178707224335% Row 347: 87.83269961977186% Row 351: 80.6083650190114% Row 378: 80.22813688212928% Row 388: 87.83269961977186% Row 389: 86.31178707224335% Row 399: 86.31178707224335% Row 409: 86.31178707224335% Row 410: 87.83269961977186% Row 411: 82.12927756653993% Row 414: 87.83269961977186% Row 430: 87.83269961977186% Row 437: 87.83269961977186% Row 439: 87.83269961977186% Row 476: 87.83269961977186% Row 497: 87.83269961977186% Row 509: 87.83269961977186% Row 523: 80.22813688212928% Row 524: 87.83269961977186% Row 527: 86.31178707224335% Row 529: 79.84790874524715% Row 532: 87.83269961977186% Row 533: 86.31178707224335% Row 542: 86.31178707224335% Row 548: 87.83269961977186% Row 557: 87.83269961977186% Row 564: 87.83269961977186% Row 565: 87.83269961977186% Row 567: 87.83269961977186% Row 569: 87.83269961977186% Row 573: 87.83269961977186% Row 578: 86.31178707224335% Row 579: 86.31178707224335% Row 581: 87.83269961977186% Row 582: 87.83269961977186% Row 583: 87.83269961977186% Row 584: 87.83269961977186% Row 585: 87.83269961977186% Row 588: 87.83269961977186% Row 589: 87.83269961977186% Row 590: 87.83269961977186% Row 591: 87.83269961977186% Row 595: 80.98859315589354% Row 598: 87.83269961977186% Row 599: 87.83269961977186% Row 602: 87.83269961977186% Row 604: 87.83269961977186% Row 606: 87.83269961977186% Row 613: 87.83269961977186% Row 615: 87.83269961977186% Row 616: 87.83269961977186% Row 618: 87.83269961977186% Row 620: 86.31178707224335% Row 621: 86.31178707224335% Row 624: 86.31178707224335% Row 626: 86.31178707224335% Row 632: 86.31178707224335% Row 639: 87.83269961977186% Row 649: 86.31178707224335% Row 658: 80.22813688212928% Row 668: 87.83269961977186% Row 676: 86.31178707224335% Row 681: 79.84790874524715% Row 693: 87.83269961977186% Row 715: 70.72243346007605% Row 721: 87.83269961977186% Row 741: 80.6083650190114% Row 744: 86.31178707224335% Row 745: 86.31178707224335% Row 746: 87.83269961977186% Row 754: 87.83269961977186% Row 759: 87.83269961977186% Row 769: 87.83269961977186% Row 781: 87.83269961977186% Row 783: 86.31178707224335% Row 784: 87.83269961977186% Row 786: 87.83269961977186% Row 791: 87.83269961977186% Row 792: 86.31178707224335% Row 794: 87.83269961977186% Row 796: 86.31178707224335% Row 800: 87.83269961977186% Row 802: 87.83269961977186% Row 804: 69.20152091254754% Row 805: 87.83269961977186% Row 806: 87.83269961977186% Row 807: 87.83269961977186% Row 812: 87.83269961977186% Row 813: 87.83269961977186% Row 814: 86.31178707224335% Row 816: 87.83269961977186% Row 832: 87.83269961977186% Row 873: 87.83269961977186% Row 874: 80.22813688212928% Row 877: 86.31178707224335% Row 879: 86.31178707224335% Row 884: 87.83269961977186% Row 888: 87.83269961977186% Row 902: 79.84790874524715% Row 903: 80.22813688212928% Row 920: 86.31178707224335% Row 928: 86.31178707224335% Row 933: 87.83269961977186% Row 950: 70.72243346007605% Row 991: 87.83269961977186% Row 999: 87.83269961977186% Row 1015: 87.83269961977186% Row 1018: 87.83269961977186% Row 1032: 87.83269961977186% Row 1033: 86.31178707224335% Row 1036: 71.10266159695817% Row 1037: 71.10266159695817% Row 1038: 72.24334600760456% Row 1039: 72.24334600760456% Row 1040: 87.83269961977186% Row 1041: 72.6235741444867% Row 1042: 70.72243346007605% Row 1043: 70.72243346007605% Row 1044: 75.66539923954373% Row 1049: 70.72243346007605% Row 1051: 87.83269961977186% Row 1065: 81.74904942965779% Row 1079: 87.83269961977186% Row 1083: 73.00380228136882% Row 1090: 87.83269961977186% Row 1110: 80.22813688212928% Row 1117: 86.31178707224335% Row 1119: 87.83269961977186% Row 1126: 87.83269961977186% Row 1134: 87.83269961977186% Row 1141: 86.31178707224335% Row 1145: 87.83269961977186% Row 1148: 87.83269961977186% Row 1149: 86.31178707224335% Row 1152: 87.83269961977186% Row 1153: 86.31178707224335% Row 1159: 87.83269961977186% Row 1171: 87.83269961977186% Row 1174: 86.31178707224335% Row 1179: 86.31178707224335% Row 1182: 87.83269961977186% Row 1183: 87.83269961977186% Row 1184: 87.83269961977186% Row 1187: 87.83269961977186% Row 1189: 87.83269961977186% Row 1193: 87.83269961977186% Row 1195: 87.83269961977186% Row 1196: 87.83269961977186% Row 1205: 86.31178707224335% Row 1206: 87.83269961977186% Row 1208: 87.83269961977186% Row 1209: 87.83269961977186% Row 1215: 87.83269961977186% Row 1221: 86.31178707224335% Row 1226: 87.83269961977186% Row 1228: 71.48288973384031% Row 1230: 87.83269961977186% Row 1232: 86.31178707224335% Row 1233: 71.86311787072243% Row 1235: 87.83269961977186% Row 1247: 87.83269961977186% Row 1250: 87.83269961977186% Row 1257: 87.83269961977186% Row 1258: 86.31178707224335% Row 1259: 87.83269961977186% Row 1261: 87.83269961977186% Row 1263: 86.31178707224335% Row 1264: 81.74904942965779% Row 1268: 87.83269961977186% Row 1269: 69.20152091254754% Row 1272: 87.83269961977186% Row 1297: 87.83269961977186% Row 1310: 86.31178707224335% Row 1315: 80.22813688212928% Row 1329: 80.98859315589354% Row 1340: 87.83269961977186% Row 1349: 86.31178707224335% Row 1355: 87.83269961977186% Row 1359: 87.83269961977186% Row 1368: 87.83269961977186% Row 1380: 86.31178707224335% Row 1395: 70.72243346007605% Row 1398: 86.31178707224335% Row 1430: 75.2851711026616% Row 1452: 71.10266159695817% Row 1458: 86.31178707224335% Row 1461: 80.22813688212928% Row 1464: 87.83269961977186% Row 1473: 86.31178707224335% Row 1489: 86.31178707224335% Row 1490: 86.31178707224335% Row 1498: 86.31178707224335% Row 1501: 86.31178707224335% Row 1521: 87.83269961977186% Row 1524: 87.83269961977186% Row 1538: 87.83269961977186% Row 1575: 87.83269961977186% Row 1577: 80.22813688212928% Row 1581: 87.83269961977186% Row 1584: 87.83269961977186% Row 1587: 80.98859315589354% Row 1591: 87.83269961977186% Row 1598: 87.83269961977186% Row 1599: 87.83269961977186% Row 1602: 87.83269961977186% Row 1617: 87.83269961977186% Row 1624: 86.31178707224335% Row 1626: 79.84790874524715% Row 1629: 79.84790874524715% Row 1630: 86.31178707224335% Row 1633: 86.31178707224335% Row 1639: 87.83269961977186% Row 1643: 87.83269961977186% Row 1648: 70.72243346007605% Row 1652: 87.83269961977186% Row 1655: 86.31178707224335% Row 1656: 87.83269961977186% Row 1659: 87.83269961977186% Row 1661: 86.31178707224335% Row 1665: 87.83269961977186% Row 1668: 86.31178707224335% Row 1671: 87.83269961977186% Row 1672: 87.83269961977186% Row 1673: 87.83269961977186% Row 1674: 87.83269961977186% Row 1676: 87.83269961977186% Row 1677: 86.31178707224335% Row 1682: 87.83269961977186% Row 1684: 86.31178707224335% Row 1685: 80.6083650190114% Row 1687: 86.31178707224335% Row 1688: 86.31178707224335% Row 1692: 87.83269961977186% Row 1695: 87.83269961977186% Row 1700: 87.83269961977186% Row 1708: 86.31178707224335% Row 1710: 86.31178707224335% Row 1711: 86.31178707224335% Row 1714: 80.22813688212928% Row 1719: 87.83269961977186% Row 1724: 87.83269961977186% Row 1725: 87.83269961977186% Row 1729: 87.83269961977186% Row 1732: 86.31178707224335% Row 1734: 87.83269961977186% Row 1736: 87.07224334600761% Row 1738: 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87.83269961977186% Row 889416: 87.83269961977186% Row 889420: 86.31178707224335% Row 889421: 79.84790874524715% Row 889433: 87.83269961977186% Row 889452: 87.83269961977186% Row 889456: 86.31178707224335% Row 889461: 87.83269961977186% Row 889467: 81.36882129277566% Row 889476: 86.31178707224335% Row 889479: 87.83269961977186% Row 889490: 87.83269961977186% Row 889508: 86.31178707224335% Row 889516: 80.6083650190114% Row 889519: 86.31178707224335% Row 889524: 87.83269961977186% Row 889537: 86.31178707224335% Row 889570: 87.83269961977186% Row 889575: 86.31178707224335% Row 889578: 87.83269961977186% Row 889581: 87.83269961977186% Row 889584: 87.83269961977186% Row 889586: 80.22813688212928% Row 889589: 87.83269961977186% Row 889590: 87.83269961977186% Row 889591: 87.83269961977186% Row 889596: 87.83269961977186% Row 889604: 87.83269961977186% Row 889610: 72.6235741444867% Row 889613: 86.31178707224335% Row 889617: 86.31178707224335% Row 889621: 86.31178707224335% Row 889622: 86.31178707224335% Row 889627: 86.31178707224335% Row 889629: 86.31178707224335% Row 889630: 86.31178707224335% Row 889633: 86.31178707224335% Row 889637: 87.83269961977186% Row 889639: 87.83269961977186% Row 889649: 80.6083650190114% Row 889650: 87.83269961977186% Row 889657: 86.31178707224335% Row 889663: 80.22813688212928% Row 889666: 87.83269961977186% Row 889668: 86.31178707224335% Row 889669: 86.31178707224335% Row 889670: 87.83269961977186% Row 889696: 87.83269961977186% Row 889697: 87.83269961977186% Row 889698: 80.22813688212928% Row 889699: 83.26996197718631% Row 889705: 86.31178707224335% Row 889715: 87.83269961977186% Row 889739: 87.83269961977186% Row 889746: 87.83269961977186% Row 889764: 80.6083650190114% Row 889767: 71.48288973384031% Row 889775: 70.72243346007605% Row 889805: 86.31178707224335% Row 889806: 87.83269961977186% Row 889809: 86.31178707224335% Row 889818: 87.83269961977186% Row 889822: 87.83269961977186% Row 889825: 87.83269961977186% Row 889830: 84.03041825095056% Row 889840: 80.22813688212928% Row 889842: 86.31178707224335% Row 889868: 87.83269961977186% Row 889892: 87.83269961977186% Row 889893: 71.86311787072243% Row 889895: 71.10266159695817% Row 889896: 87.83269961977186% Row 889904: 80.22813688212928% Row 889915: 87.83269961977186% Row 889926: 86.31178707224335% Row 889931: 86.31178707224335% Row 889934: 86.31178707224335% Row 889948: 87.83269961977186% Row 889952: 71.10266159695817% Row 889963: 86.31178707224335% Row 889966: 87.83269961977186% Row 889999: 87.83269961977186% Row 890001: 87.83269961977186% Row 890036: 87.83269961977186% Row 890045: 86.31178707224335% Row 890049: 86.31178707224335% Row 890067: 86.31178707224335% Row 890083: 86.31178707224335% Row 890093: 86.31178707224335% Row 890106: 86.31178707224335% Row 890109: 87.83269961977186% Row 890131: 87.83269961977186% Row 890133: 86.31178707224335% Row 890146: 86.31178707224335% Row 890159: 86.31178707224335% Row 890163: 87.83269961977186% Row 890165: 87.83269961977186% Row 890178: 86.31178707224335% Row 890183: 68.8212927756654% Row 890185: 87.83269961977186% Row 890203: 87.83269961977186% Row 890227: 87.83269961977186% Row 890232: 87.83269961977186% Row 890233: 87.83269961977186% Row 890235: 87.83269961977186% Row 890245: 86.31178707224335% Row 890251: 86.31178707224335% Row 890260: 87.83269961977186% Row 890264: 87.83269961977186% Row 890275: 87.83269961977186% Row 890282: 87.83269961977186% Row 890284: 87.83269961977186% Row 890294: 86.31178707224335% Row 890298: 86.31178707224335% Row 890300: 87.83269961977186% Row 890302: 87.83269961977186% Row 890304: 87.83269961977186% Row 890323: 87.83269961977186% Row 890325: 87.83269961977186% Row 890332: 87.83269961977186% Row 890334: 79.84790874524715% Row 890337: 86.31178707224335% Row 890362: 81.36882129277566% Row 890401: 80.98859315589354% Row 890404: 72.24334600760456% Row 890411: 86.31178707224335% Row 890424: 87.83269961977186% Row 890433: 87.83269961977186% Row 890435: 87.83269961977186% Row 890438: 87.83269961977186% Row 890451: 72.6235741444867% Row 890466: 87.83269961977186% Row 890469: 86.31178707224335% Row 890480: 80.6083650190114% Row 890483: 86.31178707224335% Row 890489: 79.84790874524715% Row 890498: 86.31178707224335% Row 890516: 87.83269961977186% Row 890524: 83.65019011406845% Row 890525: 86.31178707224335% Row 890526: 87.83269961977186% Row 890528: 86.31178707224335% Row 890532: 86.31178707224335% Row 890534: 87.83269961977186% Row 890535: 87.83269961977186% Row 890542: 86.31178707224335% Row 890543: 84.03041825095056% Row 890547: 80.6083650190114% Row 890555: 86.31178707224335% Row 890558: 86.31178707224335% Row 890575: 87.83269961977186% Row 890576: 87.83269961977186% Row 890581: 87.83269961977186% Row 890588: 86.31178707224335% Row 890589: 80.98859315589354% Row 890591: 87.83269961977186% Row 890612: 80.22813688212928% Row 890618: 87.83269961977186% Row 890625: 86.31178707224335% Row 890630: 87.83269961977186% Row 890631: 80.22813688212928% Row 890637: 87.83269961977186% Row 890644: 86.31178707224335% Row 890651: 86.31178707224335% Row 890658: 70.72243346007605% Row 890667: 87.83269961977186% Row 890680: 80.22813688212928% Row 890684: 87.83269961977186% Row 890705: 87.83269961977186% Row 890706: 86.31178707224335% Row 890710: 86.31178707224335% Row 890721: 87.83269961977186% Row 890724: 86.31178707224335% Row 890729: 80.6083650190114% Row 890733: 87.83269961977186% Row 890736: 87.83269961977186% Row 890741: 80.22813688212928% Row 890743: 86.31178707224335% Row 890748: 86.31178707224335% Row 890768: 80.6083650190114% Row 890777: 87.83269961977186% Row 890786: 87.83269961977186% Row 890800: 87.83269961977186% Row 890805: 72.6235741444867% Row 890809: 82.88973384030417% Row 890813: 86.31178707224335% Row 890816: 87.83269961977186% Row 890821: 81.74904942965779% Row 890851: 87.83269961977186% Row 890856: 87.83269961977186% Row 890889: 87.83269961977186% Row 890897: 87.83269961977186% Row 890901: 80.6083650190114% Row 890906: 87.83269961977186% Row 890917: 87.83269961977186% Row 890930: 87.83269961977186% Row 890932: 87.83269961977186% Row 890940: 79.84790874524715% Row 890942: 87.83269961977186% Row 890962: 86.31178707224335% Row 890985: 87.83269961977186% Row 890998: 86.31178707224335% Row 890999: 87.83269961977186% Row 891000: 81.36882129277566% Row 891002: 86.31178707224335% Row 891012: 86.31178707224335% Row 891014: 87.83269961977186% Row 891021: 86.31178707224335% Row 891027: 86.31178707224335% Row 891044: 87.83269961977186% Row 891049: 87.83269961977186% Row 891055: 80.22813688212928% Row 891061: 86.31178707224335% Row 891062: 72.6235741444867% Row 891063: 86.31178707224335% Row 891064: 87.83269961977186% Row 891069: 72.6235741444867% Row 891072: 87.83269961977186% Row 891074: 80.98859315589354% Row 891092: 87.83269961977186% Row 891095: 87.83269961977186% Row 891100: 80.22813688212928% Row 891117: 72.6235741444867% Row 891119: 73.00380228136882% Row 891120: 72.6235741444867% Row 891130: 80.6083650190114% Row 891137: 80.22813688212928% Row 891140: 80.22813688212928% Row 891159: 86.31178707224335% Row 891164: 86.31178707224335% Row 891170: 72.6235741444867% Row 891171: 80.98859315589354% Row 891172: 70.72243346007605% Row 891173: 71.86311787072243% Row 891175: 87.83269961977186% Row 891185: 87.83269961977186% Row 891187: 87.83269961977186%
len(result_azdias) / len(azdias)
0.11244461250352045
rows_to_drop = [x[0] for x in result_azdias]
azdias = azdias.drop(rows_to_drop, axis = 0)
threshold = 50 # Set the threshold percentage
result_customers = find_rows_with_nulls(customers, threshold)
print("Rows with null percentage above the threshold:")
for row_index, percentage in result_customers:
print(f"Row {row_index}: {percentage}%")
Rows with null percentage above the threshold: Row 1: 85.17110266159695% Row 10: 80.22813688212928% Row 36: 87.83269961977186% Row 37: 87.83269961977186% Row 38: 87.83269961977186% Row 39: 87.83269961977186% Row 40: 87.83269961977186% Row 43: 87.83269961977186% Row 44: 87.83269961977186% Row 46: 87.83269961977186% Row 51: 87.83269961977186% Row 53: 87.83269961977186% Row 54: 87.83269961977186% Row 55: 87.83269961977186% Row 56: 87.83269961977186% Row 58: 87.83269961977186% Row 59: 87.83269961977186% Row 60: 87.83269961977186% Row 62: 87.83269961977186% Row 67: 87.83269961977186% Row 68: 87.83269961977186% Row 69: 87.83269961977186% Row 71: 87.83269961977186% Row 72: 87.83269961977186% Row 84: 87.83269961977186% Row 85: 87.83269961977186% Row 87: 87.83269961977186% Row 89: 87.83269961977186% Row 90: 87.83269961977186% Row 91: 87.83269961977186% Row 92: 87.83269961977186% Row 94: 87.83269961977186% Row 100: 87.83269961977186% Row 101: 87.83269961977186% Row 105: 87.83269961977186% Row 106: 87.83269961977186% Row 110: 87.83269961977186% Row 111: 87.83269961977186% Row 112: 87.83269961977186% Row 114: 87.83269961977186% Row 115: 87.83269961977186% Row 116: 87.83269961977186% Row 117: 87.83269961977186% Row 118: 87.83269961977186% Row 119: 87.83269961977186% Row 120: 87.83269961977186% Row 121: 87.83269961977186% Row 122: 87.83269961977186% Row 123: 87.83269961977186% Row 124: 87.83269961977186% Row 125: 87.83269961977186% Row 126: 87.83269961977186% Row 127: 87.83269961977186% Row 128: 87.83269961977186% Row 129: 87.83269961977186% Row 130: 87.83269961977186% Row 131: 87.83269961977186% Row 132: 87.83269961977186% Row 133: 87.83269961977186% Row 135: 87.83269961977186% Row 136: 87.83269961977186% Row 137: 87.83269961977186% Row 138: 87.83269961977186% Row 139: 87.83269961977186% Row 140: 87.83269961977186% Row 142: 87.83269961977186% Row 143: 87.83269961977186% Row 147: 87.83269961977186% Row 148: 87.83269961977186% Row 149: 87.83269961977186% Row 150: 87.83269961977186% Row 151: 87.83269961977186% Row 152: 87.83269961977186% Row 153: 87.83269961977186% Row 154: 87.83269961977186% Row 156: 87.83269961977186% Row 157: 87.83269961977186% Row 161: 87.83269961977186% Row 162: 87.83269961977186% Row 163: 87.83269961977186% Row 165: 87.83269961977186% Row 166: 87.83269961977186% Row 167: 87.83269961977186% Row 168: 87.83269961977186% Row 171: 87.83269961977186% Row 177: 87.83269961977186% Row 178: 87.83269961977186% Row 180: 87.83269961977186% Row 181: 87.83269961977186% Row 184: 87.83269961977186% Row 185: 87.83269961977186% Row 188: 87.83269961977186% Row 190: 87.83269961977186% Row 192: 87.83269961977186% Row 195: 87.83269961977186% Row 196: 87.83269961977186% Row 197: 87.83269961977186% Row 198: 87.83269961977186% Row 199: 87.83269961977186% Row 200: 87.83269961977186% Row 201: 87.83269961977186% Row 202: 87.83269961977186% Row 203: 87.83269961977186% Row 204: 87.83269961977186% Row 205: 87.83269961977186% Row 206: 87.83269961977186% Row 207: 87.83269961977186% Row 210: 87.83269961977186% Row 211: 87.83269961977186% Row 219: 86.31178707224335% Row 229: 87.83269961977186% Row 243: 87.83269961977186% Row 245: 87.83269961977186% Row 247: 87.83269961977186% Row 248: 87.83269961977186% Row 249: 87.83269961977186% Row 250: 87.83269961977186% Row 251: 87.83269961977186% Row 253: 87.83269961977186% Row 255: 87.83269961977186% Row 257: 87.83269961977186% Row 258: 87.83269961977186% Row 259: 87.83269961977186% Row 260: 87.83269961977186% Row 261: 87.83269961977186% Row 263: 87.83269961977186% Row 264: 87.83269961977186% Row 266: 87.83269961977186% Row 267: 87.83269961977186% Row 268: 87.83269961977186% Row 269: 87.83269961977186% Row 270: 87.83269961977186% Row 271: 87.83269961977186% Row 272: 87.83269961977186% Row 273: 87.83269961977186% Row 274: 87.83269961977186% Row 275: 87.83269961977186% Row 276: 87.83269961977186% Row 278: 87.83269961977186% Row 279: 87.83269961977186% Row 280: 87.83269961977186% Row 281: 87.83269961977186% Row 283: 87.83269961977186% Row 284: 87.83269961977186% Row 285: 87.83269961977186% Row 286: 87.83269961977186% Row 288: 87.83269961977186% Row 289: 87.83269961977186% Row 290: 87.83269961977186% Row 291: 87.83269961977186% Row 292: 87.83269961977186% Row 293: 87.83269961977186% Row 294: 87.83269961977186% Row 295: 87.83269961977186% Row 296: 87.83269961977186% Row 297: 87.83269961977186% Row 299: 87.83269961977186% Row 303: 87.83269961977186% Row 304: 87.83269961977186% Row 305: 87.83269961977186% Row 306: 87.83269961977186% Row 307: 87.83269961977186% Row 308: 87.83269961977186% Row 309: 87.83269961977186% Row 310: 87.83269961977186% Row 340: 86.31178707224335% Row 358: 80.6083650190114% Row 374: 72.24334600760456% Row 390: 87.83269961977186% Row 476: 87.83269961977186% Row 477: 87.83269961977186% Row 481: 87.83269961977186% Row 482: 87.83269961977186% Row 484: 87.83269961977186% Row 485: 87.83269961977186% Row 488: 87.83269961977186% Row 489: 87.83269961977186% Row 491: 87.83269961977186% Row 492: 87.83269961977186% Row 493: 87.83269961977186% Row 494: 87.83269961977186% Row 495: 87.83269961977186% Row 497: 87.83269961977186% Row 498: 87.83269961977186% Row 499: 87.83269961977186% Row 500: 87.83269961977186% Row 504: 87.83269961977186% Row 506: 87.83269961977186% Row 507: 87.83269961977186% Row 514: 87.83269961977186% Row 515: 87.83269961977186% Row 518: 87.83269961977186% Row 519: 87.83269961977186% Row 520: 87.83269961977186% Row 521: 87.83269961977186% Row 522: 87.83269961977186% Row 523: 87.83269961977186% Row 526: 87.83269961977186% Row 527: 87.83269961977186% Row 528: 87.83269961977186% Row 531: 87.83269961977186% Row 532: 87.83269961977186% Row 533: 87.83269961977186% Row 535: 87.83269961977186% Row 536: 87.83269961977186% Row 537: 87.83269961977186% Row 538: 87.83269961977186% Row 541: 87.83269961977186% Row 542: 87.83269961977186% Row 543: 87.83269961977186% Row 544: 87.83269961977186% Row 547: 87.83269961977186% Row 548: 87.83269961977186% Row 549: 87.83269961977186% Row 550: 87.83269961977186% Row 551: 87.83269961977186% Row 552: 87.83269961977186% Row 553: 87.83269961977186% Row 554: 87.83269961977186% Row 555: 87.83269961977186% Row 556: 87.83269961977186% Row 566: 87.83269961977186% Row 568: 87.83269961977186% Row 571: 87.83269961977186% Row 573: 87.83269961977186% Row 574: 87.83269961977186% Row 575: 87.83269961977186% Row 580: 87.83269961977186% Row 582: 87.83269961977186% Row 583: 87.83269961977186% Row 584: 87.83269961977186% Row 585: 87.83269961977186% Row 586: 87.83269961977186% Row 587: 87.83269961977186% Row 590: 87.83269961977186% Row 591: 87.83269961977186% Row 592: 87.83269961977186% Row 600: 86.31178707224335% Row 601: 86.31178707224335% Row 622: 84.4106463878327% Row 647: 87.83269961977186% Row 650: 87.83269961977186% Row 651: 87.83269961977186% Row 652: 87.83269961977186% Row 653: 87.83269961977186% Row 655: 87.83269961977186% Row 656: 87.83269961977186% Row 657: 87.83269961977186% 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len(result_customers) / len(customers)
0.26515768163129005
rows_to_drop = [x[0] for x in result_customers]
customers = customers.drop(rows_to_drop, axis = 0)
def remove_non_informative_columns(df):
"""
Removes non-informative columns from the input DataFrame. A column is considered non-informative
if it has only one unique value (excluding NaN values).
Parameters
----------
df : pandas.DataFrame
The input DataFrame from which non-informative columns will be removed.
Returns
-------
df : pandas.DataFrame
The transformed DataFrame with non-informative columns removed.
"""
informative_columns = []
for column in df.columns:
unique_values = df[column].nunique(dropna=True)
if unique_values > 1:
informative_columns.append(column)
else:
print(f"Removed non-informative column: {column}")
return df[informative_columns]
customers = remove_non_informative_columns(customers)
azdias = remove_non_informative_columns(azdias)
mixed_attributes = attributes['Attribute'].loc[attributes['Type'] == 'mixed']
mixed_attributes
15 CAMEO_INTL_2015 289 LP_LEBENSPHASE_FEIN 290 LP_LEBENSPHASE_GROB 307 PRAEGENDE_JUGENDJAHRE Name: Attribute, dtype: object
def customers_against_general(column_name, customers_df, general_df):
"""
Compares the distribution of a categorical feature in the customers dataset against the general population dataset.
Plots a bar chart to visualize the percentage of each category in both datasets.
Parameters
----------
column_name : str
The name of the categorical column to compare.
customers_df : pandas.DataFrame
The customers dataset DataFrame.
general_df : pandas.DataFrame
The general population dataset DataFrame.
Returns
-------
None
"""
# Counting customers observations for each category
customers_counts = customers_df[column_name].value_counts()
# Counting general population observations for each category
general_counts = general_df[column_name].value_counts().sort_index()
# Creating DataFrame
comparison_df = pd.DataFrame(index=general_counts.index.values, columns=['customers_count', 'general_count', 'customers_percentage', 'general_population_percentage'])
comparison_df.general_count = general_counts.values
# Assigning values to customers column
comparison_df.customers_count = [customers_counts[customers_counts.index == idx].values[0] if len(customers_counts[customers_counts.index == idx].values) == 1 else 0 for idx in comparison_df.index.values]
# Computing each category's percentage
comparison_df.customers_percentage = (comparison_df.customers_count / np.sum(comparison_df.customers_count)) * 100
comparison_df.general_population_percentage = (comparison_df.general_count / np.sum(comparison_df.general_count)) * 100
# Plotting bar plot using matplotlib
indices = np.arange(len(comparison_df.index))
bar_width = 0.35
fig, ax = plt.subplots(figsize=(10, 6))
customers_bars = ax.bar(indices - bar_width / 2, comparison_df.customers_percentage, bar_width, label='Customers')
general_bars = ax.bar(indices + bar_width / 2, comparison_df.general_population_percentage, bar_width, label='General Population')
ax.set_xlabel('Category')
ax.set_ylabel('Percentage')
ax.set_title(f'Customers Vs. General Population - "{column_name}"')
ax.set_xticks(indices)
ax.set_xticklabels(comparison_df.index)
ax.legend()
plt.show()
customers_against_general('YOUTH_DECADE', customers_df=customers, general_df=azdias)
By comparing proportions, we can see that the customers are much more likely to have their youth decade in the 40s, 50s, and 60s, meaning the customer base is generally older than the general population
customers_against_general('AVANT_GARDE', customers_df=customers, general_df=azdias)
We can see that the customers are much more likely to be avant garde
customers_against_general('HH_EINKOMMEN_SCORE', customers_df=customers, general_df=azdias)
We can see that customers are way more likely to have values of 1, 2, and 3, which correspond with highest, very high, and high income, respectively.
customers_against_general('CAMEO_INTL_FAM_STATUS', customers_df=customers, general_df=azdias)
Again, customers seem much more likely to have values of 1 and 2, indicating wealthy and prosperous.
customers_against_general('CAMEO_INTL_FAM_COMPOSITION', customers_df=customers, general_df=azdias)
An interesting finding is that customers are much less likely to be pre-families and singles and much more likely to be older families/mature couples as well as elders in retirement
customers_against_general('ZABEOTYP', customers_df=customers, general_df=azdias)
Customers tend to be more green and fair supplied than the general population
The main bulk of your analysis will come in this part of the project. Here, you should use unsupervised learning techniques to describe the relationship between the demographics of the company's existing customers and the general population of Germany. By the end of this part, you should be able to describe parts of the general population that are more likely to be part of the mail-order company's main customer base, and which parts of the general population are less so.
customers.shape
(140834, 263)
azdias.shape
(791008, 263)
# Identify categorical and numerical columns
categorical_columns = azdias.select_dtypes(include=['object', 'category']).columns.tolist()
numerical_columns = azdias.select_dtypes(include=['number']).columns.tolist()
# Convert all categorical columns to string data type
azdias[categorical_columns] = azdias[categorical_columns].astype(str)
customers[categorical_columns] = customers[categorical_columns].astype(str)
# Define preprocessor pipeline
preprocessor = ColumnTransformer(transformers=[
('num', Pipeline(steps=[
('imputer', SimpleImputer(strategy='median')),
('scaler', StandardScaler())
]), numerical_columns),
('cat', Pipeline(steps=[
('imputer', SimpleImputer(strategy='constant', fill_value='missing')),
('onehot', OneHotEncoder(handle_unknown='ignore'))
]), categorical_columns)
])
# Preprocess the azdias dataset
azdias_preprocessed = preprocessor.fit_transform(azdias)
# Preprocess the customers dataset using the same preprocessor
customers_preprocessed = preprocessor.transform(customers)
azdias.shape
(791008, 263)
customers.shape
(140834, 263)
pca = PCA(n_components=0.95) # Retain 95% of the explained variance
azdias_pca = pca.fit_transform(azdias_preprocessed)
# Apply the same PCA transformation to the customers dataset
customers_pca = pca.transform(customers_preprocessed)
# Take a random sample of the data
sample_size = 10000
azdias_pca_sample = shuffle(azdias_pca, random_state=42, n_samples=sample_size)
# Determine the optimal number of clusters using the Elbow Method and Silhouette Coefficient
inertia = []
silhouette = []
with parallel_backend('threading', n_jobs=-1):
for n_clusters in range(2, 11):
kmeans = KMeans(n_clusters=n_clusters, random_state=42)
cluster_labels = kmeans.fit_predict(azdias_pca_sample)
inertia.append(kmeans.inertia_)
silhouette.append(silhouette_score(azdias_pca_sample, cluster_labels))
n_clusters_range = list(range(2, 11))
# Plot Inertia
plt.figure(figsize=(10, 5))
plt.plot(n_clusters_range, inertia, marker='o')
plt.xlabel('Number of clusters')
plt.ylabel('Inertia')
plt.title('Elbow Method - Inertia')
plt.grid()
plt.show()
# Plot Silhouette Score
plt.figure(figsize=(10, 5))
plt.plot(n_clusters_range, silhouette, marker='o')
plt.xlabel('Number of clusters')
plt.ylabel('Silhouette Score')
plt.title('Silhouette Score')
plt.grid()
plt.show()
# Fit the clustering model using the optimal number of clusters
optimal_clusters = 5 #Choose the optimal number of clustersX
kmeans = KMeans(n_clusters=optimal_clusters, random_state=42)
azdias_cluster_assignments = kmeans.fit_predict(azdias_pca)
# Predict cluster assignments for the customer dataset
customers_cluster_assignments = kmeans.predict(customers_pca)
# Analyze the results
azdias_cluster_counts = np.bincount(azdias_cluster_assignments)
customers_cluster_counts = np.bincount(customers_cluster_assignments)
# Normalize the counts to get proportions
azdias_cluster_proportions = azdias_cluster_counts / len(azdias_pca)
customers_cluster_proportions = customers_cluster_counts / len(customers_pca)
# Compare the distributions
cluster_comparison = pd.DataFrame({'Azdias': azdias_cluster_proportions, 'Customers': customers_cluster_proportions})
print(cluster_comparison)
Azdias Customers 0 0.298592 0.396382 1 0.240876 0.109917 2 0.158916 0.074073 3 0.175868 0.380462 4 0.125747 0.039167
# Plot the bar chart
ax = cluster_comparison.plot.bar(figsize=(10, 5), rot=0)
plt.xlabel('Cluster')
plt.ylabel('Proportion')
plt.title('Cluster Proportions - Azdias vs Customers')
plt.legend(title='Dataset')
plt.grid(axis='y')
plt.show()
azdias_preprocessed_df = pd.DataFrame(azdias_preprocessed, columns=numerical_columns + list(preprocessor.named_transformers_['cat'].named_steps['onehot'].get_feature_names_out(categorical_columns)))
customers_preprocessed_df = pd.DataFrame(customers_preprocessed, columns=numerical_columns + list(preprocessor.named_transformers_['cat'].named_steps['onehot'].get_feature_names_out(categorical_columns)))
# Calculate the relative difference between customer and general population cluster proportions
relative_difference = (cluster_comparison['Customers'] - cluster_comparison['Azdias']) / cluster_comparison['Azdias']
# Identify overrepresented and underrepresented clusters
overrepresented_clusters = relative_difference[relative_difference > 0].index.tolist()
underrepresented_clusters = relative_difference[relative_difference < 0].index.tolist()
# Print the results
print("Overrepresented clusters in the customer dataset:", overrepresented_clusters)
print("Underrepresented clusters in the customer dataset:", underrepresented_clusters)
Overrepresented clusters in the customer dataset: [0, 3] Underrepresented clusters in the customer dataset: [1, 2, 4]
def get_important_features(pca, kmeans, azdias_preprocessed_df, n_top_features=5):
pca_centroids = pca.inverse_transform(kmeans.cluster_centers_)
important_features = []
# Calculate the mean of all data points
dataset_mean = azdias_preprocessed_df.mean(axis=0)
for cluster_idx, centroid in enumerate(pca_centroids):
# Calculate the difference between the centroid and the dataset mean
feature_differences = centroid - dataset_mean
# Get the top N features with the largest absolute differences
top_n_feature_indices = np.argsort(np.abs(feature_differences))[-n_top_features:][::-1]
top_features_in_cluster = [(azdias_preprocessed_df.columns[idx], feature_differences[idx]) for idx in top_n_feature_indices]
important_features.append((cluster_idx, top_features_in_cluster))
return important_features
# Get the most important features for each cluster
important_features_by_cluster = get_important_features(pca, kmeans, azdias_preprocessed_df)
# Print the results
for cluster_idx, features in important_features_by_cluster:
print(f"Cluster {cluster_idx}:")
for feature, difference in features:
print(f" {feature}: {difference}")
print()
Cluster 0: KBA13_ANTG3: -0.8955553671464281 PLZ8_ANTG3: -0.8718391978837239 MOBI_RASTER: 0.85144023981929 MOBI_REGIO: 0.8423154496429742 EWDICHTE: -0.8386563593149189 Cluster 1: HH_EINKOMMEN_SCORE: 0.6365715244890028 LP_STATUS_FEIN: -0.6344123914592097 LP_STATUS_GROB: -0.6281916075548486 MOBI_REGIO: -0.5382394802291797 MOBI_RASTER: -0.523595079534917 Cluster 2: PLZ8_BAUMAX: 1.5972691425660637 KBA13_BAUMAX: 1.5883324868593625 KBA13_ANTG4: 1.3459965467881236 PLZ8_ANTG4: 1.3262563420762072 KBA13_AUTOQUOTE: -1.2717137735214303 Cluster 3: KBA13_HERST_BMW_BENZ: 0.897384556664242 GREEN_AVANTGARDE: 0.8706505941651134 AVANT_GARDE: 0.870650594165113 KBA05_KW3: 0.837190560906148 KBA13_SEG_SPORTWAGEN: 0.8238533366881425 Cluster 4: KBA13_SITZE_5: 1.585106113671432 KBA13_SITZE_4: -1.4805858954312765 KBA13_HERST_BMW_BENZ: -1.4396705644087109 KBA13_MERCEDES: -1.3778298897414691 KBA13_SEG_OBEREMITTELKLASSE: -1.357212424509027
Findings:
Customers are overrepresented in clusters 0 and 3. The top features in cluster 0 are: KBA13_ANTG3, PLZ8_ANTG3, MOBI_RASTER, MOBI_REGIO, and MOBI_RASTER
By far the most overrepresente cluster is cluster 3. The top features in cluster 3 are: KBA13_HERST_BMW_BENZ, GREEN_AVANTGARDE, AVANT_GARDE, KBA05_KW3, and KBA13_SEG_SPORTWAGEN
The results of this clustering reinforces the findings from the EDA in that customes are avant garde and green. Some additional insights seem to be that customers are much more likely to own sports cars, BMWs, and cars with high engine power. This is an extremely valuable insight when targeting future customers. The company should look at people who own expensive, luxury sports cars, perhaps partnering with a car dealership.
Now that you've found which parts of the population are more likely to be customers of the mail-order company, it's time to build a prediction model. Each of the rows in the "MAILOUT" data files represents an individual that was targeted for a mailout campaign. Ideally, we should be able to use the demographic information from each individual to decide whether or not it will be worth it to include that person in the campaign.
The "MAILOUT" data has been split into two approximately equal parts, each with almost 43 000 data rows. In this part, you can verify your model with the "TRAIN" partition, which includes a column, "RESPONSE", that states whether or not a person became a customer of the company following the campaign. In the next part, you'll need to create predictions on the "TEST" partition, where the "RESPONSE" column has been withheld.
mailout_train = pd.read_csv('Udacity_MAILOUT_052018_TRAIN.csv', sep=';')
C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\3492614913.py:1: DtypeWarning: Columns (18,19) have mixed types. Specify dtype option on import or set low_memory=False.
mailout_train = pd.read_csv('Udacity_MAILOUT_052018_TRAIN.csv', sep=';')
mailout_train.shape
(42962, 367)
mailout_test = pd.read_csv('Udacity_MAILOUT_052018_TEST.csv', sep=';')
C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\137136989.py:1: DtypeWarning: Columns (18,19) have mixed types. Specify dtype option on import or set low_memory=False.
mailout_test = pd.read_csv('Udacity_MAILOUT_052018_TEST.csv', sep=';')
mailout_test.shape
(42833, 366)
set(mailout_train.columns).difference(set(mailout_test.columns))
{'RESPONSE'}
mailout_train = mailout_train.drop(labels=azdias_columns_not_described, axis=1)
mailout_test = mailout_test.drop(labels=azdias_columns_not_described, axis=1)
mailout_train = preprocess_data(mailout_train, unknowns)
mailout_test = preprocess_data(mailout_test, unknowns)
mailout_train = feature_engineer(mailout_train)
mailout_test = feature_engineer(mailout_test)
null_result_train = find_columns_with_nulls(mailout_train, 30)
columns_to_drop = [x[0] for x in null_result_train]
mailout_train = mailout_train.drop(columns_to_drop, axis = 1)
mailout_test = mailout_test.drop(columns_to_drop, axis = 1)
result_train = find_rows_with_nulls(mailout_train, threshold)
rows_to_drop = [x[0] for x in result_train]
mailout_train = mailout_train.drop(rows_to_drop, axis = 0)
result_test = find_rows_with_nulls(mailout_test, threshold)
rows_to_drop = [x[0] for x in result_test]
mailout_test = mailout_test.drop(rows_to_drop, axis = 0)
mailout_train = remove_non_informative_columns(mailout_train)
mailout_test = remove_non_informative_columns(mailout_test)
C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:21: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['CAMEO_INTL_FAM_STATUS'] = df['CAMEO_INTL_2015'].apply(lambda x: int(str(x)[0]) if not pd.isnull(x) else np.nan) C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:24: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['CAMEO_INTL_FAM_COMPOSITION'] = df['CAMEO_INTL_2015'].apply(lambda x: int(str(x)[1]) if not pd.isnull(x) else np.nan) C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:28: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['YOUTH_DECADE'] = df['PRAEGENDE_JUGENDJAHRE'].map(youth_decade_mapping) C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:32: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['AVANT_GARDE'] = df['PRAEGENDE_JUGENDJAHRE'].map(avant_garde_mapping) C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:21: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['CAMEO_INTL_FAM_STATUS'] = df['CAMEO_INTL_2015'].apply(lambda x: int(str(x)[0]) if not pd.isnull(x) else np.nan) C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:24: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['CAMEO_INTL_FAM_COMPOSITION'] = df['CAMEO_INTL_2015'].apply(lambda x: int(str(x)[1]) if not pd.isnull(x) else np.nan) C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:28: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['YOUTH_DECADE'] = df['PRAEGENDE_JUGENDJAHRE'].map(youth_decade_mapping) C:\Users\kp6829\AppData\Local\Temp\ipykernel_65236\1180879290.py:32: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()` df['AVANT_GARDE'] = df['PRAEGENDE_JUGENDJAHRE'].map(avant_garde_mapping)
mailout_train.shape
(35092, 267)
mailout_test.shape
(35096, 266)
mailout_train['RESPONSE'].value_counts()
0 34656 1 436 Name: RESPONSE, dtype: int64
# Identify categorical columns
categorical_columns = mailout_train.select_dtypes(include=['object', 'category']).columns.tolist()
mailout_train[categorical_columns] = mailout_train[categorical_columns].astype(str)
mailout_test[categorical_columns] = mailout_test[categorical_columns].astype(str)
# Separate features and target variable
X = mailout_train.drop('RESPONSE', axis=1)
y = mailout_train['RESPONSE']
# Identify categorical and numerical columns
categorical_columns = X.select_dtypes(include=['object', 'category']).columns.tolist()
numerical_columns = X.select_dtypes(include=['number']).columns.tolist()
# Define the preprocessing pipeline
preprocessor = ColumnTransformer(transformers=[
('num', SimpleImputer(strategy='median'), numerical_columns),
('cat', Pipeline(steps=[
('imputer', SimpleImputer(strategy='constant', fill_value='missing')),
('onehot', OneHotEncoder(handle_unknown='ignore'))
]), categorical_columns)
])
# Define the pipeline for rebalancing and training the model
pipeline = ImbPipeline([
('preprocessor', preprocessor),
('scaler', StandardScaler(with_mean=False)),
('smote', SMOTE(random_state=42)),
('classifier', RandomForestClassifier(random_state=42))
])
# Define the cross-validation strategy
cv = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)
# Define the grid of hyperparameters and models for evaluation
param_grid = [
{
'classifier': [LogisticRegression(random_state=42)],
'classifier__C': [0.001, 0.01, 0.1, 1, 10, 100]
},
{
'classifier': [RandomForestClassifier(random_state=42)],
'classifier__n_estimators': [50, 100, 200],
'classifier__max_depth': [None, 10, 20]
}
]
# Perform a grid search with cross-validation
grid_search = GridSearchCV(pipeline, param_grid, scoring='roc_auc', cv=cv, n_jobs=1, verbose=2)
grid_search.fit(X, y)
# Print the best model and its performance
print("Best model:", grid_search.best_estimator_)
print("Best ROC-AUC score:", grid_search.best_score_)
Fitting 5 folds for each of 15 candidates, totalling 75 fits
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=0.001; total time= 2.2s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=0.001; total time= 2.2s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=0.001; total time= 2.3s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=0.001; total time= 2.5s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=0.001; total time= 2.3s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=0.01; total time= 2.3s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=0.01; total time= 2.4s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=0.01; total time= 2.3s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=0.01; total time= 2.3s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=0.01; total time= 2.3s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=0.1; total time= 2.4s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=0.1; total time= 2.2s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=0.1; total time= 2.3s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=0.1; total time= 2.1s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=0.1; total time= 2.3s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=1; total time= 2.3s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=1; total time= 2.2s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=1; total time= 2.4s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=1; total time= 2.2s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=1; total time= 2.2s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=10; total time= 2.3s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=10; total time= 2.6s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=10; total time= 2.3s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=10; total time= 2.2s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=10; total time= 2.2s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=100; total time= 2.4s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=100; total time= 2.2s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=100; total time= 2.4s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=100; total time= 2.4s
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
[CV] END classifier=LogisticRegression(random_state=42), classifier__C=100; total time= 2.3s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=None, classifier__n_estimators=50; total time= 24.4s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=None, classifier__n_estimators=50; total time= 21.9s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=None, classifier__n_estimators=50; total time= 23.4s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=None, classifier__n_estimators=50; total time= 21.5s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=None, classifier__n_estimators=50; total time= 23.3s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=None, classifier__n_estimators=100; total time= 46.1s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=None, classifier__n_estimators=100; total time= 45.2s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=None, classifier__n_estimators=100; total time= 46.1s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=None, classifier__n_estimators=100; total time= 45.2s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=None, classifier__n_estimators=100; total time= 44.3s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=None, classifier__n_estimators=200; total time= 1.5min
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=None, classifier__n_estimators=200; total time= 1.5min
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=None, classifier__n_estimators=200; total time= 1.6min
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=None, classifier__n_estimators=200; total time= 1.5min
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=None, classifier__n_estimators=200; total time= 1.5min
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=10, classifier__n_estimators=50; total time= 9.3s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=10, classifier__n_estimators=50; total time= 9.6s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=10, classifier__n_estimators=50; total time= 9.6s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=10, classifier__n_estimators=50; total time= 9.6s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=10, classifier__n_estimators=50; total time= 9.7s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=10, classifier__n_estimators=100; total time= 18.4s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=10, classifier__n_estimators=100; total time= 18.8s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=10, classifier__n_estimators=100; total time= 19.1s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=10, classifier__n_estimators=100; total time= 18.7s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=10, classifier__n_estimators=100; total time= 18.0s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=10, classifier__n_estimators=200; total time= 35.7s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=10, classifier__n_estimators=200; total time= 35.7s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=10, classifier__n_estimators=200; total time= 40.7s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=10, classifier__n_estimators=200; total time= 43.1s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=10, classifier__n_estimators=200; total time= 42.5s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=20, classifier__n_estimators=50; total time= 17.5s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=20, classifier__n_estimators=50; total time= 17.6s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=20, classifier__n_estimators=50; total time= 17.1s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=20, classifier__n_estimators=50; total time= 17.2s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=20, classifier__n_estimators=50; total time= 19.2s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=20, classifier__n_estimators=100; total time= 36.0s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=20, classifier__n_estimators=100; total time= 28.4s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=20, classifier__n_estimators=100; total time= 27.0s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=20, classifier__n_estimators=100; total time= 26.7s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=20, classifier__n_estimators=100; total time= 27.0s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=20, classifier__n_estimators=200; total time= 53.6s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=20, classifier__n_estimators=200; total time= 54.4s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=20, classifier__n_estimators=200; total time= 53.5s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=20, classifier__n_estimators=200; total time= 52.6s
[CV] END classifier=RandomForestClassifier(random_state=42), classifier__max_depth=20, classifier__n_estimators=200; total time= 53.9s
Best model: Pipeline(steps=[('preprocessor',
ColumnTransformer(transformers=[('num',
SimpleImputer(strategy='median'),
['ALTERSKATEGORIE_FEIN',
'ANZ_HAUSHALTE_AKTIV',
'ANZ_HH_TITEL', 'ANZ_KINDER',
'ANZ_PERSONEN',
'ANZ_STATISTISCHE_HAUSHALTE',
'ANZ_TITEL', 'ARBEIT',
'BALLRAUM', 'CJT_GESAMTTYP',
'D19_GESAMT_DATUM',
'D19_KONSUMTYP', 'DSL_FLAG',
'EINGEZOGENAM_HH_JAHR',
'EWDICHTE',...
'INNENSTADT', ...]),
('cat',
Pipeline(steps=[('imputer',
SimpleImputer(fill_value='missing',
strategy='constant')),
('onehot',
OneHotEncoder(handle_unknown='ignore'))]),
['CAMEO_DEU_2015',
'CAMEO_DEUG_2015',
'OST_WEST_KZ'])])),
('scaler', StandardScaler(with_mean=False)),
('smote', SMOTE(random_state=42)),
('classifier', LogisticRegression(C=0.1, random_state=42))])
Best ROC-AUC score: 0.6035965976162153
C:\Users\kp6829\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
best_model = grid_search.best_estimator_
y_pred = best_model.predict(X)
y_pred_proba = best_model.predict_proba(X)[:, 1]
# Accuracy
accuracy = accuracy_score(y, y_pred)
print("Accuracy:", accuracy)
# ROC-AUC score
roc_auc = roc_auc_score(y, y_pred_proba)
print("ROC-AUC score:", roc_auc)
# Classification report (precision, recall, F1-score)
report = classification_report(y, y_pred)
print("Classification report:\n", report)
# Confusion matrix
conf_mat = confusion_matrix(y, y_pred)
print("Confusion matrix:\n", conf_mat)
Accuracy: 0.7090504958395076
ROC-AUC score: 0.7593303673536811
Classification report:
precision recall f1-score support
0 0.99 0.71 0.83 34656
1 0.03 0.67 0.05 436
accuracy 0.71 35092
macro avg 0.51 0.69 0.44 35092
weighted avg 0.98 0.71 0.82 35092
Confusion matrix:
[[24588 10068]
[ 142 294]]
# Make predictions using the best estimator found by GridSearchCV
best_estimator = grid_search.best_estimator_
predictions = best_estimator.predict(mailout_test)
# Use proba to get probabilities
probabilities = best_estimator.predict_proba(mailout_test)
# Count the number of 1 predictions
count_ones = np.sum(predictions == 1)
# Calculate the proportion of 1 predictions
proportion_ones = count_ones / len(predictions)
# Print the proportion
print("Proportion of 1 predictions: {:.2f}".format(proportion_ones))
Proportion of 1 predictions: 0.29
After using the grid search and cross validation, we now have a reliable model to make predictions on. Therefore, we can more accurately perform the mailout campaign by targeting potential customers who are more likely to respond to the campaign.